mfeat_zernike

Dataset statistics

Number of variables	20
Number of observations	2000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	6
Duplicate rows (%)	0.3%
Total size in memory	312.6 KiB
Average record size in memory	160.1 B

Variable types

NUM	20

Warnings

Dataset has 6 (0.3%) duplicate rows	Duplicates
`att9` is highly correlated with `att20`	High correlation
`att20` is highly correlated with `att9`	High correlation
`att4` is highly correlated with `att26` and 1 other fields	High correlation
`att26` is highly correlated with `att4` and 2 other fields	High correlation
`att41` is highly correlated with `att27`	High correlation
`att27` is highly correlated with `att41`	High correlation
`att34` is highly correlated with `att26` and 1 other fields	High correlation
`att45` is highly correlated with `att40`	High correlation
`att40` is highly correlated with `att45`	High correlation
`att16` is highly correlated with `att26` and 2 other fields	High correlation
`target` has 200 (10.0%) zeros	Zeros

Reproduction

Analysis started	2020-10-08 15:03:30.678404
Analysis finished	2020-10-08 15:04:51.078540
Duration	1 minute and 20.4 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

att28
Real number (ℝ_≥0)

Distinct	1993
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	194.5359033
Minimum	6.97255874
Maximum	395.0077291
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	6.97255874
5-th percentile	66.48312046
Q1	141.6171415
median	192.4126599
Q3	252.7727527
95-th percentile	320.6767859
Maximum	395.0077291
Range	388.0351704
Interquartile range (IQR)	111.1556113

Descriptive statistics

Standard deviation	76.06082551
Coefficient of variation (CV)	0.3909860556
Kurtosis	-0.570538822
Mean	194.5359033
Median Absolute Deviation (MAD)	55.28799705
Skewness	0.005491522369
Sum	389071.8066
Variance	5785.249177
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
302.4758346	2	0.1%
96.412628	2	0.1%
146.8401858	2	0.1%
146.8401556	2	0.1%
105.747423	2	0.1%
179.0730754	2	0.1%
230.4948013	2	0.1%
293.8963537	1	0.1%
6.97255874	1	0.1%
180.817149	1	0.1%
257.9733395	1	0.1%
245.2194498	1	0.1%
293.5960127	1	0.1%
216.3731975	1	0.1%
155.6676555	1	0.1%
216.3979593	1	0.1%
155.791308	1	0.1%
181.1946995	1	0.1%
114.9823868	1	0.1%
112.3242215	1	0.1%
235.4792627	1	0.1%
66.16970467	1	0.1%
159.8361231	1	0.1%
164.2785779	1	0.1%
213.0478787	1	0.1%
Other values (1968)	1968	98.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6.97255874	1	0.1%
8.97927574	1	0.1%
8.99332319	1	0.1%
9.52256741	1	0.1%
9.7460453	1	0.1%
10.83065284	1	0.1%
10.92873951	1	0.1%
12.89643851	1	0.1%
15.81766166	1	0.1%
17.80811692	1	0.1%

Value	Count	Frequency (%)
395.0077291	1	0.1%
389.1411927	1	0.1%
385.6675709	1	0.1%
385.1989901	1	0.1%
370.8643491	1	0.1%
370.0762381	1	0.1%
365.873978	1	0.1%
363.4405481	1	0.1%
362.3858499	1	0.1%
362.1493201	1	0.1%

att40
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1994
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	111.8940526
Minimum	1.10704472
Maximum	291.1148972
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	1.10704472
5-th percentile	18.40970527
Q1	56.35875037
median	108.3152015
Q3	160.3623359
95-th percentile	223.956118
Maximum	291.1148972
Range	290.0078525
Interquartile range (IQR)	104.0035856

Descriptive statistics

Standard deviation	65.21134487
Coefficient of variation (CV)	0.5827954512
Kurtosis	-0.7576569026
Mean	111.8940526
Median Absolute Deviation (MAD)	51.96769479
Skewness	0.3127806884
Sum	223788.1052
Variance	4252.519499
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70.40772034	2	0.1%
84.09126002	2	0.1%
182.7168958	2	0.1%
182.7168758	2	0.1%
48.56091624	2	0.1%
99.27721478	2	0.1%
141.1951794	1	0.1%
126.393191	1	0.1%
20.25468679	1	0.1%
19.28228832	1	0.1%
195.2594731	1	0.1%
58.07195021	1	0.1%
40.23202534	1	0.1%
118.209484	1	0.1%
35.66714628	1	0.1%
181.2839695	1	0.1%
27.95448634	1	0.1%
21.07034036	1	0.1%
176.7986622	1	0.1%
113.4993803	1	0.1%
114.4881521	1	0.1%
110.1816609	1	0.1%
190.5554514	1	0.1%
239.1768032	1	0.1%
159.3977473	1	0.1%
Other values (1969)	1969	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.10704472	1	0.1%
1.96746588	1	0.1%
3.29621606	1	0.1%
4.6614704	1	0.1%
4.73714134	1	0.1%
4.8183039	1	0.1%
4.83808389	1	0.1%
4.86986039	1	0.1%
4.99966731	1	0.1%
5.27012502	1	0.1%

Value	Count	Frequency (%)
291.1148972	1	0.1%
291.1148588	1	0.1%
289.6597169	1	0.1%
288.6955312	1	0.1%
284.9122902	1	0.1%
283.3461549	1	0.1%
280.1318621	1	0.1%
277.430577	1	0.1%
277.4305408	1	0.1%
273.8191263	1	0.1%

att27
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1994
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	75.15653137
Minimum	3.01594611
Maximum	232.5260377
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	3.01594611
5-th percentile	19.37335948
Q1	45.73860932
median	69.61835776
Q3	98.27909822
95-th percentile	150.664543
Maximum	232.5260377
Range	229.5100916
Interquartile range (IQR)	52.5404889

Descriptive statistics

Standard deviation	40.02596726
Coefficient of variation (CV)	0.5325680487
Kurtosis	0.6786576881
Mean	75.15653137
Median Absolute Deviation (MAD)	26.06675896
Skewness	0.7898527115
Sum	150313.0627
Variance	1602.078055
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
88.84480294	2	0.1%
135.8451182	2	0.1%
60.01579304	2	0.1%
54.8291615	2	0.1%
40.8237322	2	0.1%
40.82372415	2	0.1%
61.54878925	1	0.1%
78.66474126	1	0.1%
59.79431605	1	0.1%
103.5482176	1	0.1%
141.8185178	1	0.1%
42.20609245	1	0.1%
110.5665923	1	0.1%
90.30131015	1	0.1%
135.5216758	1	0.1%
103.6990048	1	0.1%
15.31292576	1	0.1%
100.9377537	1	0.1%
62.09555705	1	0.1%
75.14373593	1	0.1%
35.29278838	1	0.1%
127.1876108	1	0.1%
87.965488	1	0.1%
62.71264272	1	0.1%
96.83220789	1	0.1%
Other values (1969)	1969	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.01594611	1	0.1%
4.28165322	1	0.1%
4.35629637	1	0.1%
4.6886508	1	0.1%
5.86447731	1	0.1%
5.91534504	1	0.1%
6.08053301	1	0.1%
6.10511144	1	0.1%
6.57891056	1	0.1%
6.97120611	1	0.1%

Value	Count	Frequency (%)
232.5260377	1	0.1%
227.9636079	1	0.1%
224.3878165	1	0.1%
221.5459465	1	0.1%
220.4920713	1	0.1%
218.2798844	1	0.1%
213.0485351	1	0.1%
209.410401	1	0.1%
205.6918932	1	0.1%
204.8911148	1	0.1%

att44
Real number (ℝ_≥0)

Distinct	1994
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.20676793
Minimum	0.36292568
Maximum	39.04993415
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0.36292568
5-th percentile	1.719155055
Q1	4.444497145
median	7.41766917
Q3	11.84919807
95-th percentile	23.52315124
Maximum	39.04993415
Range	38.68700847
Interquartile range (IQR)	7.404700925

Descriptive statistics

Standard deviation	6.780825618
Coefficient of variation (CV)	0.7365044574
Kurtosis	2.201399994
Mean	9.20676793
Median Absolute Deviation (MAD)	3.53769768
Skewness	1.44577402
Sum	18413.53586
Variance	45.97959607
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.23090355	2	0.1%
3.12547401	2	0.1%
12.85473194	2	0.1%
6.28303436	2	0.1%
3.12548098	2	0.1%
4.46542107	2	0.1%
2.14853855	1	0.1%
8.47596405	1	0.1%
23.90902571	1	0.1%
5.70382688	1	0.1%
6.96079627	1	0.1%
4.19525975	1	0.1%
3.27888679	1	0.1%
1.93642997	1	0.1%
7.86835965	1	0.1%
9.5867863	1	0.1%
9.3626782	1	0.1%
8.64556284	1	0.1%
29.9953348	1	0.1%
21.74615627	1	0.1%
7.51954479	1	0.1%
1.93670015	1	0.1%
6.90430411	1	0.1%
5.61571333	1	0.1%
0.42328551	1	0.1%
Other values (1969)	1969	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.36292568	1	0.1%
0.37888426	1	0.1%
0.42328551	1	0.1%
0.43742601	1	0.1%
0.46817084	1	0.1%
0.47505324	1	0.1%
0.52091139	1	0.1%
0.53322075	1	0.1%
0.54346393	1	0.1%
0.56241665	1	0.1%

Value	Count	Frequency (%)
39.04993415	1	0.1%
38.26677945	1	0.1%
37.40693179	1	0.1%
36.29352837	1	0.1%
35.93171876	1	0.1%
35.92615932	1	0.1%
35.6374435	1	0.1%
35.17448641	1	0.1%
35.08186177	1	0.1%
35.01207212	1	0.1%

att25
Real number (ℝ_≥0)

Distinct	1993
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.9135093818
Minimum	0.01121102
Maximum	3.37945782
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0.01121102
5-th percentile	0.189756715
Q1	0.5008659025
median	0.86641801
Q3	1.238611475
95-th percentile	1.85504296
Maximum	3.37945782
Range	3.3682468
Interquartile range (IQR)	0.7377455725

Descriptive statistics

Standard deviation	0.5285230135
Coefficient of variation (CV)	0.578563312
Kurtosis	0.7071396149
Mean	0.9135093818
Median Absolute Deviation (MAD)	0.368733555
Skewness	0.7415928909
Sum	1827.018764
Variance	0.2793365758
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.40534014	2	0.1%
0.59371977	2	0.1%
0.36711197	2	0.1%
1.34402534	2	0.1%
0.36711254	2	0.1%
0.70150331	2	0.1%
2.23454467	2	0.1%
1.07271241	1	0.1%
0.20675496	1	0.1%
0.82095066	1	0.1%
0.19854309	1	0.1%
0.54889335	1	0.1%
1.46059742	1	0.1%
0.82280659	1	0.1%
1.10049777	1	0.1%
1.07083055	1	0.1%
0.29163752	1	0.1%
1.22189584	1	0.1%
0.93118298	1	0.1%
0.20752835	1	0.1%
1.30542507	1	0.1%
1.32414099	1	0.1%
0.06106674	1	0.1%
1.15453648	1	0.1%
0.33136342	1	0.1%
Other values (1968)	1968	98.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.01121102	1	0.1%
0.03262522	1	0.1%
0.03262571	1	0.1%
0.04018333	1	0.1%
0.04018381	1	0.1%
0.04862657	1	0.1%
0.04934503	1	0.1%
0.04977192	1	0.1%
0.05034343	1	0.1%
0.05360481	1	0.1%

Value	Count	Frequency (%)
3.37945782	1	0.1%
3.30780437	1	0.1%
3.26451857	1	0.1%
3.05749573	1	0.1%
2.99629483	1	0.1%
2.92990509	1	0.1%
2.81253334	1	0.1%
2.72034106	1	0.1%
2.69899969	1	0.1%
2.690355	1	0.1%

att37
Real number (ℝ_≥0)

Distinct	1994
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	113.876955
Minimum	0.00974869
Maximum	430.269146
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0.00974869
5-th percentile	8.204851084
Q1	40.41612365
median	91.66766437
Q3	163.7264941
95-th percentile	311.2942794
Maximum	430.269146
Range	430.2593973
Interquartile range (IQR)	123.3103705

Descriptive statistics

Standard deviation	91.3942474
Coefficient of variation (CV)	0.8025701721
Kurtosis	0.4600550268
Mean	113.876955
Median Absolute Deviation (MAD)	58.50821588
Skewness	1.013354718
Sum	227753.9101
Variance	8352.908458
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
112.3251105	2	0.1%
1.37816604	2	0.1%
151.5124298	2	0.1%
112.3251165	2	0.1%
36.30772577	2	0.1%
45.27075441	2	0.1%
30.4143482	1	0.1%
57.23772347	1	0.1%
178.5595125	1	0.1%
206.2365432	1	0.1%
3.14534114	1	0.1%
70.19326764	1	0.1%
314.4996474	1	0.1%
326.8706215	1	0.1%
8.47384513	1	0.1%
39.7156183	1	0.1%
18.32138344	1	0.1%
87.4666555	1	0.1%
17.40751334	1	0.1%
157.2908207	1	0.1%
101.313644	1	0.1%
129.2865077	1	0.1%
91.5579602	1	0.1%
75.52109558	1	0.1%
39.8068932	1	0.1%
Other values (1969)	1969	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.00974869	1	0.1%
0.05580008	1	0.1%
0.09787676	1	0.1%
0.284647	1	0.1%
0.50768788	1	0.1%
0.53232004	1	0.1%
0.61689937	1	0.1%
0.63473253	1	0.1%
0.66442074	1	0.1%
0.75668141	1	0.1%

Value	Count	Frequency (%)
430.269146	1	0.1%
418.7735604	1	0.1%
413.8997627	1	0.1%
410.2702822	1	0.1%
407.2344572	1	0.1%
406.7160337	1	0.1%
403.1211883	1	0.1%
397.5018931	1	0.1%
395.0308224	1	0.1%
394.2586366	1	0.1%

att13
Real number (ℝ_≥0)

Distinct	1994
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	127.9928962
Minimum	4.60701809
Maximum	332.7293332
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	4.60701809
5-th percentile	30.47044286
Q1	74.14888979
median	120.3197793
Q3	177.1210581
95-th percentile	246.1743856
Maximum	332.7293332
Range	328.1223151
Interquartile range (IQR)	102.9721683

Descriptive statistics

Standard deviation	67.64058036
Coefficient of variation (CV)	0.5284713635
Kurtosis	-0.6304483544
Mean	127.9928962
Median Absolute Deviation (MAD)	50.39929666
Skewness	0.3790488784
Sum	255985.7924
Variance	4575.248111
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
153.388427	2	0.1%
245.5423734	2	0.1%
279.0298277	2	0.1%
237.2703748	2	0.1%
115.9167131	2	0.1%
153.3884201	2	0.1%
152.6223109	1	0.1%
78.15243691	1	0.1%
15.20059752	1	0.1%
149.2677475	1	0.1%
154.4143813	1	0.1%
110.5215496	1	0.1%
35.81266862	1	0.1%
179.8701499	1	0.1%
204.2667537	1	0.1%
55.29029859	1	0.1%
78.06593265	1	0.1%
166.8538566	1	0.1%
64.1358506	1	0.1%
189.3974437	1	0.1%
159.0178986	1	0.1%
47.90302526	1	0.1%
54.78615939	1	0.1%
263.2684547	1	0.1%
72.37512925	1	0.1%
Other values (1969)	1969	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4.60701809	1	0.1%
5.77502439	1	0.1%
6.04772361	1	0.1%
6.43410992	1	0.1%
6.74950537	1	0.1%
6.78022507	1	0.1%
8.24634299	1	0.1%
8.2661108	1	0.1%
8.70490322	1	0.1%
9.37294364	1	0.1%

Value	Count	Frequency (%)
332.7293332	1	0.1%
332.7293163	1	0.1%
318.4959496	1	0.1%
307.5302893	1	0.1%
307.5302488	1	0.1%
305.7456913	1	0.1%
304.747684	1	0.1%
304.3122082	1	0.1%
301.1736756	1	0.1%
296.1576107	1	0.1%

att20
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1991
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3415502828
Minimum	0.00728802
Maximum	1.85812481
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0.00728802
5-th percentile	0.0668899445
Q1	0.17572506
median	0.304815915
Q3	0.4593935075
95-th percentile	0.747491116
Maximum	1.85812481
Range	1.85083679
Interquartile range (IQR)	0.2836684475

Descriptive statistics

Standard deviation	0.2185355604
Coefficient of variation (CV)	0.6398342249
Kurtosis	2.617685152
Mean	0.3415502828
Median Absolute Deviation (MAD)	0.14239194
Skewness	1.19091592
Sum	683.1005656
Variance	0.04775779118
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.22953412	2	0.1%
0.37866162	2	0.1%
0.32166085	2	0.1%
0.34545983	2	0.1%
0.26184896	2	0.1%
0.34545995	2	0.1%
0.1770918	2	0.1%
0.28983522	2	0.1%
0.40422124	2	0.1%
0.07348466	1	0.1%
0.25778824	1	0.1%
0.29171477	1	0.1%
0.26906947	1	0.1%
0.18467851	1	0.1%
0.14714641	1	0.1%
0.28383605	1	0.1%
0.41775854	1	0.1%
1.06928965	1	0.1%
0.42369887	1	0.1%
0.19868978	1	0.1%
0.17676224	1	0.1%
0.24068963	1	0.1%
0.40378048	1	0.1%
0.08289835	1	0.1%
0.25309129	1	0.1%
Other values (1966)	1966	98.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.00728802	1	0.1%
0.00877772	1	0.1%
0.00962655	1	0.1%
0.01173004	1	0.1%
0.01843717	1	0.1%
0.0193133	1	0.1%
0.02042537	1	0.1%
0.02052675	1	0.1%
0.02079165	1	0.1%
0.02098467	1	0.1%

Value	Count	Frequency (%)
1.85812481	1	0.1%
1.75440258	1	0.1%
1.22543019	1	0.1%
1.18765388	1	0.1%
1.13721055	1	0.1%
1.12774346	1	0.1%
1.10627382	1	0.1%
1.10480897	1	0.1%
1.08611063	1	0.1%
1.07959665	1	0.1%

att5
Real number (ℝ_≥0)

Distinct	1994
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	109.5196757
Minimum	3.82278062
Maximum	284.6488885
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	3.82278062
5-th percentile	27.47951906
Q1	69.93835306
median	106.6430709
Q3	143.9951036
95-th percentile	202.6889865
Maximum	284.6488885
Range	280.8261079
Interquartile range (IQR)	74.05675054

Descriptive statistics

Standard deviation	53.20206839
Coefficient of variation (CV)	0.4857763506
Kurtosis	-0.452504692
Mean	109.5196757
Median Absolute Deviation (MAD)	37.0345235
Skewness	0.2992655374
Sum	219039.3514
Variance	2830.460081
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
51.18808545	2	0.1%
197.3063358	2	0.1%
74.24775593	2	0.1%
75.91879187	2	0.1%
96.98557342	2	0.1%
51.18813712	2	0.1%
59.75054299	1	0.1%
165.3705108	1	0.1%
89.93219219	1	0.1%
175.4824306	1	0.1%
131.9442428	1	0.1%
120.717554	1	0.1%
168.7549246	1	0.1%
235.4965438	1	0.1%
20.43940891	1	0.1%
129.4551702	1	0.1%
88.22436894	1	0.1%
217.2795864	1	0.1%
75.36515465	1	0.1%
61.99811659	1	0.1%
34.61039115	1	0.1%
60.71111233	1	0.1%
59.53715519	1	0.1%
168.4449861	1	0.1%
121.0221711	1	0.1%
Other values (1969)	1969	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.82278062	1	0.1%
5.60564511	1	0.1%
6.042665	1	0.1%
6.51364535	1	0.1%
6.64715629	1	0.1%
6.7834816	1	0.1%
6.85116435	1	0.1%
7.07947784	1	0.1%
7.07956573	1	0.1%
7.19351269	1	0.1%

Value	Count	Frequency (%)
284.6488885	1	0.1%
268.1745849	1	0.1%
267.2581872	1	0.1%
262.8176773	1	0.1%
258.0740653	1	0.1%
254.5993186	1	0.1%
251.7669758	1	0.1%
248.6427142	1	0.1%
247.829227	1	0.1%
247.7547145	1	0.1%

att26
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1994
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	14.49284138
Minimum	0.4382199
Maximum	52.67954467
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0.4382199
5-th percentile	3.139855601
Q1	8.074846388
median	13.0863411
Q3	19.48489521
95-th percentile	30.74200604
Maximum	52.67954467
Range	52.24132477
Interquartile range (IQR)	11.41004882

Descriptive statistics

Standard deviation	8.536847912
Coefficient of variation (CV)	0.5890389393
Kurtosis	0.9668274134
Mean	14.49284138
Median Absolute Deviation (MAD)	5.649020535
Skewness	0.9221422773
Sum	28985.68276
Variance	72.87777228
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18.21667753	2	0.1%
6.29816205	2	0.1%
19.42195511	2	0.1%
32.95833908	2	0.1%
14.56421668	2	0.1%
6.29815551	2	0.1%
3.90352188	1	0.1%
9.90597658	1	0.1%
5.4392339	1	0.1%
3.05302204	1	0.1%
20.46774043	1	0.1%
11.30177328	1	0.1%
21.59296108	1	0.1%
20.75580479	1	0.1%
13.36212694	1	0.1%
7.62874538	1	0.1%
17.21705274	1	0.1%
6.11794115	1	0.1%
6.01489056	1	0.1%
8.00674523	1	0.1%
11.47441076	1	0.1%
19.41464856	1	0.1%
4.69268412	1	0.1%
17.33119574	1	0.1%
4.14635635	1	0.1%
Other values (1969)	1969	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.4382199	1	0.1%
0.52690144	1	0.1%
0.59902492	1	0.1%
0.71733037	1	0.1%
0.82051363	1	0.1%
0.9446345	1	0.1%
0.95431502	1	0.1%
0.95431696	1	0.1%
1.04637945	1	0.1%
1.05698611	1	0.1%

Value	Count	Frequency (%)
52.67954467	1	0.1%
48.5252359	1	0.1%
47.74279155	1	0.1%
47.21768666	1	0.1%
46.67458647	1	0.1%
46.50686143	1	0.1%
46.44850943	1	0.1%
46.37925951	1	0.1%
46.20250862	1	0.1%
44.64290544	1	0.1%

att9
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1994
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.612038668
Minimum	0.07383968
Maximum	13.11504023
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0.07383968
5-th percentile	0.5200881765
Q1	1.36255202
median	2.36196696
Q3	3.526661385
95-th percentile	5.616474046
Maximum	13.11504023
Range	13.04120055
Interquartile range (IQR)	2.164109365

Descriptive statistics

Standard deviation	1.615522249
Coefficient of variation (CV)	0.6184909394
Kurtosis	1.907458092
Mean	2.612038668
Median Absolute Deviation (MAD)	1.0662191
Skewness	1.05156426
Sum	5224.077335
Variance	2.609912138
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.97617012	2	0.1%
2.78035367	2	0.1%
2.78035473	2	0.1%
2.92051654	2	0.1%
2.28749324	2	0.1%
1.43976698	2	0.1%
1.78294077	1	0.1%
1.00200886	1	0.1%
2.35624536	1	0.1%
0.75014669	1	0.1%
3.98529038	1	0.1%
2.46100114	1	0.1%
2.67561216	1	0.1%
0.58400709	1	0.1%
1.10344708	1	0.1%
1.73548385	1	0.1%
1.50805931	1	0.1%
3.20157676	1	0.1%
0.51287248	1	0.1%
2.11534651	1	0.1%
5.65362249	1	0.1%
3.35889179	1	0.1%
2.8364091	1	0.1%
6.26158839	1	0.1%
4.1996742	1	0.1%
Other values (1969)	1969	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.07383968	1	0.1%
0.08112972	1	0.1%
0.11503409	1	0.1%
0.12194599	1	0.1%
0.12842317	1	0.1%
0.13749603	1	0.1%
0.14444789	1	0.1%
0.14535292	1	0.1%
0.15914199	1	0.1%
0.16756866	1	0.1%

Value	Count	Frequency (%)
13.11504023	1	0.1%
12.38450926	1	0.1%
8.68924207	1	0.1%
8.62179225	1	0.1%
8.41104816	1	0.1%
8.22028918	1	0.1%
8.10814188	1	0.1%
8.03491829	1	0.1%
7.96671941	1	0.1%
7.80859499	1	0.1%

att4
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1994
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	69.88189674
Minimum	2.24086506
Maximum	200.5580046
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	2.24086506
5-th percentile	18.29729166
Q1	40.58710727
median	63.22075769
Q3	94.25560132
95-th percentile	142.8031966
Maximum	200.5580046
Range	198.3171395
Interquartile range (IQR)	53.66849406

Descriptive statistics

Standard deviation	38.34881033
Coefficient of variation (CV)	0.5487660197
Kurtosis	0.06742984942
Mean	69.88189674
Median Absolute Deviation (MAD)	25.89669149
Skewness	0.6998273407
Sum	139763.7935
Variance	1470.631254
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
95.24155925	2	0.1%
146.6511743	2	0.1%
40.58706256	2	0.1%
40.58712217	2	0.1%
72.9323865	2	0.1%
79.64340676	2	0.1%
114.5497111	1	0.1%
42.09328812	1	0.1%
164.3483512	1	0.1%
47.95228832	1	0.1%
96.46381924	1	0.1%
81.47483144	1	0.1%
143.186376	1	0.1%
102.5676282	1	0.1%
119.1852775	1	0.1%
100.0819335	1	0.1%
101.3352322	1	0.1%
18.43332423	1	0.1%
113.8295702	1	0.1%
87.84247437	1	0.1%
62.86718574	1	0.1%
59.28243423	1	0.1%
27.66391325	1	0.1%
25.79778656	1	0.1%
30.12351018	1	0.1%
Other values (1969)	1969	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.24086506	1	0.1%
2.70617653	1	0.1%
2.97451468	1	0.1%
3.1727279	1	0.1%
3.17487208	1	0.1%
3.580779	1	0.1%
3.78366776	1	0.1%
4.10530922	1	0.1%
4.71177229	1	0.1%
4.73757526	1	0.1%

Value	Count	Frequency (%)
200.5580046	1	0.1%
198.6463121	1	0.1%
196.1469016	1	0.1%
194.1925326	1	0.1%
191.2646134	1	0.1%
189.772116	1	0.1%
189.1656456	1	0.1%
188.4212928	1	0.1%
187.8115923	1	0.1%
187.4911071	1	0.1%

att7
Real number (ℝ_≥0)

Distinct	1994
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	147.5785649
Minimum	0.04566031
Maximum	463.1282641
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0.04566031
5-th percentile	14.18883492
Q1	60.87862379
median	132.1459697
Q3	220.408564
95-th percentile	331.6178654
Maximum	463.1282641
Range	463.0826038
Interquartile range (IQR)	159.5299402

Descriptive statistics

Standard deviation	100.3973689
Coefficient of variation (CV)	0.6802977721
Kurtosis	-0.5632490146
Mean	147.5785649
Median Absolute Deviation (MAD)	77.76012224
Skewness	0.51732685
Sum	295157.1297
Variance	10079.63168
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
124.9392821	2	0.1%
124.9392101	2	0.1%
55.51576872	2	0.1%
0.25805261	2	0.1%
11.58791472	2	0.1%
309.8765548	2	0.1%
292.4253996	1	0.1%
284.0044385	1	0.1%
230.7910605	1	0.1%
6.71033197	1	0.1%
35.12317069	1	0.1%
291.1204064	1	0.1%
238.5727668	1	0.1%
8.28091875	1	0.1%
343.4821057	1	0.1%
21.58014492	1	0.1%
11.33248157	1	0.1%
218.7120539	1	0.1%
98.67483457	1	0.1%
0.62411183	1	0.1%
38.6043059	1	0.1%
102.3244653	1	0.1%
17.86004232	1	0.1%
239.5811353	1	0.1%
219.2870801	1	0.1%
Other values (1969)	1969	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.04566031	1	0.1%
0.15504722	1	0.1%
0.25805261	2	0.1%
0.43961473	1	0.1%
0.51065378	1	0.1%
0.51809629	1	0.1%
0.54287927	1	0.1%
0.62411183	1	0.1%
0.68112881	1	0.1%
0.83295105	1	0.1%

Value	Count	Frequency (%)
463.1282641	1	0.1%
460.2133038	1	0.1%
447.5578984	1	0.1%
443.2190984	1	0.1%
438.5865402	1	0.1%
435.0410913	1	0.1%
426.9333728	1	0.1%
423.7354695	1	0.1%
421.8828147	1	0.1%
412.9580972	1	0.1%

att41
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1993
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.537383493
Minimum	0.35118984
Maximum	24.58382169
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0.35118984
5-th percentile	2.328528001
Q1	5.031431148
median	6.98285296
Q3	9.394055772
95-th percentile	14.51770837
Maximum	24.58382169
Range	24.23263185
Interquartile range (IQR)	4.362624625

Descriptive statistics

Standard deviation	3.757990088
Coefficient of variation (CV)	0.4985801891
Kurtosis	1.869983584
Mean	7.537383493
Median Absolute Deviation (MAD)	2.151557
Skewness	1.063416604
Sum	15074.76699
Variance	14.1224895
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.03149117	2	0.1%
6.95440793	2	0.1%
8.51160455	2	0.1%
12.27030369	2	0.1%
5.03125078	2	0.1%
5.03125108	2	0.1%
8.31685858	2	0.1%
9.51648431	1	0.1%
10.19813642	1	0.1%
18.7648015	1	0.1%
7.09772779	1	0.1%
4.87040222	1	0.1%
6.35122423	1	0.1%
5.87096889	1	0.1%
7.00697027	1	0.1%
7.96323034	1	0.1%
9.54816309	1	0.1%
4.35240159	1	0.1%
6.67092286	1	0.1%
9.72265477	1	0.1%
8.13024475	1	0.1%
7.4361875	1	0.1%
4.2452882	1	0.1%
9.39969063	1	0.1%
7.48397372	1	0.1%
Other values (1968)	1968	98.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.35118984	1	0.1%
0.50956984	1	0.1%
0.57765357	1	0.1%
0.59200021	1	0.1%
0.67820113	1	0.1%
0.74267792	1	0.1%
0.81936934	1	0.1%
0.87150136	1	0.1%
0.87435352	1	0.1%
0.94244988	1	0.1%

Value	Count	Frequency (%)
24.58382169	1	0.1%
24.19048701	1	0.1%
23.93983683	1	0.1%
23.63458333	1	0.1%
23.12931314	1	0.1%
22.56880925	1	0.1%
22.22070562	1	0.1%
21.71815727	1	0.1%
21.58357154	1	0.1%
21.50645188	1	0.1%

att34
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1994
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.486391955
Minimum	0.03186483
Maximum	9.58893702
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0.03186483
5-th percentile	0.5332079495
Q1	1.343751945
median	2.224730215
Q3	3.346010035
95-th percentile	5.364175185
Maximum	9.58893702
Range	9.55707219
Interquartile range (IQR)	2.00225809

Descriptive statistics

Standard deviation	1.509829829
Coefficient of variation (CV)	0.6072372564
Kurtosis	1.250348532
Mean	2.486391955
Median Absolute Deviation (MAD)	0.99206334
Skewness	0.9999058074
Sum	4972.78391
Variance	2.279586112
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.25283906	2	0.1%
5.73614213	2	0.1%
0.97958988	2	0.1%
0.97959074	2	0.1%
2.37483256	2	0.1%
3.31271434	2	0.1%
1.40452441	1	0.1%
4.94821969	1	0.1%
2.67555445	1	0.1%
6.55783369	1	0.1%
1.22749456	1	0.1%
0.28970238	1	0.1%
0.9837965	1	0.1%
1.48746473	1	0.1%
2.24546821	1	0.1%
1.52450421	1	0.1%
1.18534008	1	0.1%
2.32787752	1	0.1%
3.68300832	1	0.1%
1.7110751	1	0.1%
1.82667494	1	0.1%
3.66951179	1	0.1%
3.81691376	1	0.1%
2.71577984	1	0.1%
2.42386454	1	0.1%
Other values (1969)	1969	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.03186483	1	0.1%
0.05779276	1	0.1%
0.11847808	1	0.1%
0.12654709	1	0.1%
0.12849559	1	0.1%
0.13737549	1	0.1%
0.13965225	1	0.1%
0.13965266	1	0.1%
0.14036157	1	0.1%
0.14396167	1	0.1%

Value	Count	Frequency (%)
9.58893702	1	0.1%
8.65782204	1	0.1%
8.63790634	1	0.1%
8.63544641	1	0.1%
8.62871162	1	0.1%
8.32249661	1	0.1%
8.31306151	1	0.1%
8.24250771	1	0.1%
8.22804435	1	0.1%
8.1669682	1	0.1%

att14
Real number (ℝ_≥0)

Distinct	1993
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.214171109
Minimum	0.00570986
Maximum	1.22361928
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0.00570986
5-th percentile	0.0391104725
Q1	0.1101806625
median	0.185248605
Q3	0.2876795925
95-th percentile	0.4830052205
Maximum	1.22361928
Range	1.21790942
Interquartile range (IQR)	0.17749893

Descriptive statistics

Standard deviation	0.145772649
Coefficient of variation (CV)	0.6806363832
Kurtosis	4.172704697
Mean	0.214171109
Median Absolute Deviation (MAD)	0.0865105
Skewness	1.51892297
Sum	428.3422179
Variance	0.02124966519
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.30174834	2	0.1%
0.02821388	2	0.1%
0.34785887	2	0.1%
0.09344126	2	0.1%
0.19485236	2	0.1%
0.09344144	2	0.1%
0.27180807	2	0.1%
0.09884756	1	0.1%
0.15098856	1	0.1%
0.07934321	1	0.1%
0.482475	1	0.1%
0.05451769	1	0.1%
0.16951254	1	0.1%
0.02304968	1	0.1%
0.08168948	1	0.1%
0.08132154	1	0.1%
0.08598192	1	0.1%
0.053328	1	0.1%
0.18896448	1	0.1%
0.33411703	1	0.1%
0.30543051	1	0.1%
0.28912174	1	0.1%
0.04101381	1	0.1%
0.22398331	1	0.1%
0.26558167	1	0.1%
Other values (1968)	1968	98.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.00570986	1	0.1%
0.00588678	1	0.1%
0.00609504	1	0.1%
0.00712881	1	0.1%
0.00742668	1	0.1%
0.0080079	1	0.1%
0.00845745	1	0.1%
0.00974103	1	0.1%
0.01107151	1	0.1%
0.01115354	1	0.1%

Value	Count	Frequency (%)
1.22361928	1	0.1%
1.11507421	1	0.1%
1.00647	1	0.1%
0.95835639	1	0.1%
0.95475182	1	0.1%
0.9405079	1	0.1%
0.86568621	1	0.1%
0.83104375	1	0.1%
0.82863191	1	0.1%
0.79886851	1	0.1%

att18
Real number (ℝ_≥0)

Distinct	1994
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	154.0588391
Minimum	4.6924618
Maximum	408.6651757
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	4.6924618
5-th percentile	43.78734287
Q1	98.0917974
median	145.9561978
Q3	202.0959009
95-th percentile	293.1979001
Maximum	408.6651757
Range	403.9727139
Interquartile range (IQR)	104.0041035

Descriptive statistics

Standard deviation	74.83418391
Coefficient of variation (CV)	0.4857506674
Kurtosis	-0.2428609086
Mean	154.0588391
Median Absolute Deviation (MAD)	50.80790904
Skewness	0.4940193993
Sum	308117.6782
Variance	5600.155082
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25.57470256	2	0.1%
185.644138	2	0.1%
289.7630776	2	0.1%
25.57463095	2	0.1%
139.8470463	2	0.1%
126.5875906	2	0.1%
160.1714383	1	0.1%
89.71786304	1	0.1%
144.8566573	1	0.1%
36.39887667	1	0.1%
185.8600563	1	0.1%
20.36906408	1	0.1%
183.7837236	1	0.1%
285.6126451	1	0.1%
240.6785917	1	0.1%
100.4113639	1	0.1%
111.148052	1	0.1%
108.49221	1	0.1%
80.81356812	1	0.1%
29.9721382	1	0.1%
127.1257226	1	0.1%
336.5573027	1	0.1%
119.0767891	1	0.1%
117.2851428	1	0.1%
258.6599588	1	0.1%
Other values (1969)	1969	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4.6924618	1	0.1%
4.86387635	1	0.1%
5.00670424	1	0.1%
6.00808271	1	0.1%
11.3618648	1	0.1%
12.0200593	1	0.1%
12.30457201	1	0.1%
14.96477393	1	0.1%
16.54452882	1	0.1%
16.79997352	1	0.1%

Value	Count	Frequency (%)
408.6651757	1	0.1%
392.8616139	1	0.1%
385.127622	1	0.1%
374.7739805	1	0.1%
367.323411	1	0.1%
364.3057481	1	0.1%
362.4130086	1	0.1%
357.5371467	1	0.1%
352.5913279	1	0.1%
350.6185282	1	0.1%

att45
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1994
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	86.40561557
Minimum	0.75313
Maximum	218.8772
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0.75313
5-th percentile	13.01600864
Q1	40.33246101
median	83.12598727
Q3	127.6117921
95-th percentile	174.0755741
Maximum	218.8772
Range	218.12407
Interquartile range (IQR)	87.27933104

Descriptive statistics

Standard deviation	52.0275353
Coefficient of variation (CV)	0.6021314119
Kurtosis	-0.9914117205
Mean	86.40561557
Median Absolute Deviation (MAD)	43.53441366
Skewness	0.2657973671
Sum	172811.2311
Variance	2706.864429
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48.47965744	2	0.1%
160.0452435	2	0.1%
93.09976051	2	0.1%
160.0452278	2	0.1%
26.04287959	2	0.1%
95.37960211	2	0.1%
91.45172989	1	0.1%
136.8193842	1	0.1%
32.46282509	1	0.1%
22.29519012	1	0.1%
148.6559158	1	0.1%
28.48939374	1	0.1%
121.4588187	1	0.1%
21.38225226	1	0.1%
126.0632028	1	0.1%
41.73395262	1	0.1%
115.0987998	1	0.1%
108.9514119	1	0.1%
79.36611992	1	0.1%
38.14084832	1	0.1%
116.2730639	1	0.1%
135.4522559	1	0.1%
129.2953245	1	0.1%
174.7779982	1	0.1%
24.80125084	1	0.1%
Other values (1969)	1969	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.75313	1	0.1%
1.16171913	1	0.1%
1.20625744	1	0.1%
1.6901017	1	0.1%
1.69227621	1	0.1%
2.92319494	1	0.1%
3.31609157	1	0.1%
3.34333055	1	0.1%
3.35085192	1	0.1%
3.43994543	1	0.1%

Value	Count	Frequency (%)
218.8772	1	0.1%
218.4921489	1	0.1%
216.5006449	1	0.1%
216.5006402	1	0.1%
212.3095522	1	0.1%
211.8445948	1	0.1%
208.143389	1	0.1%
208.0278102	1	0.1%
207.1651978	1	0.1%
207.1651936	1	0.1%

att16
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1994
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	40.21414345
Minimum	0.52874142
Maximum	133.4146749
Zeros	0
Zeros (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0.52874142
5-th percentile	9.860596267
Q1	23.22498835
median	36.3095613
Q3	54.14056552
95-th percentile	84.08826474
Maximum	133.4146749
Range	132.8859335
Interquartile range (IQR)	30.91557717

Descriptive statistics

Standard deviation	22.87432543
Coefficient of variation (CV)	0.5688129465
Kurtosis	0.5855152977
Mean	40.21414345
Median Absolute Deviation (MAD)	15.25363472
Skewness	0.8272261529
Sum	80428.2869
Variance	523.2347637
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
54.35786302	2	0.1%
47.32991759	2	0.1%
89.09390506	2	0.1%
43.00161849	2	0.1%
19.8948077	2	0.1%
19.89478316	2	0.1%
21.66383241	1	0.1%
25.70569645	1	0.1%
97.05880791	1	0.1%
32.86950038	1	0.1%
52.07292491	1	0.1%
68.93830788	1	0.1%
56.54904628	1	0.1%
12.31583604	1	0.1%
38.76994726	1	0.1%
19.58012677	1	0.1%
40.44049245	1	0.1%
64.94584456	1	0.1%
92.35095938	1	0.1%
27.35845742	1	0.1%
26.85045598	1	0.1%
22.09477972	1	0.1%
53.21563783	1	0.1%
31.33798486	1	0.1%
14.52794594	1	0.1%
Other values (1969)	1969	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.52874142	1	0.1%
0.99131423	1	0.1%
1.40770073	1	0.1%
1.40772091	1	0.1%
1.4785602	1	0.1%
2.25322712	1	0.1%
2.340411	1	0.1%
2.70257088	1	0.1%
2.79363629	1	0.1%
2.85562228	1	0.1%

Value	Count	Frequency (%)
133.4146749	1	0.1%
127.033153	1	0.1%
122.5797616	1	0.1%
122.5492697	1	0.1%
121.1492399	1	0.1%
120.7396074	1	0.1%
120.0492826	1	0.1%
119.1382457	1	0.1%
116.8415484	1	0.1%
116.1653994	1	0.1%

target
Real number (ℝ_≥0)

ZEROS

Distinct	10
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.5
Minimum	0
Maximum	9
Zeros	200
Zeros (%)	10.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4.5
Q3	7
95-th percentile	9
Maximum	9
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.872999663
Coefficient of variation (CV)	0.6384443696
Kurtosis	-1.224302538
Mean	4.5
Median Absolute Deviation (MAD)	2.5
Skewness	0
Sum	9000
Variance	8.254127064
Monotocity	Increasing

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
9	200	10.0%
8	200	10.0%
7	200	10.0%
6	200	10.0%
5	200	10.0%
4	200	10.0%
3	200	10.0%
2	200	10.0%
1	200	10.0%
0	200	10.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	200	10.0%
1	200	10.0%
2	200	10.0%
3	200	10.0%
4	200	10.0%
5	200	10.0%
6	200	10.0%
7	200	10.0%
8	200	10.0%
9	200	10.0%

Value	Count	Frequency (%)
9	200	10.0%
8	200	10.0%
7	200	10.0%
6	200	10.0%
5	200	10.0%
4	200	10.0%
3	200	10.0%
2	200	10.0%
1	200	10.0%
0	200	10.0%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	att28	att40	att27	att44	att25	att37	att13	att20	att5	att26	att9	att4	att7	att41	att34	att14	att18	att45	att16
0	6.972559	9.858915	13.992883	9.711070	0.623083	158.818410	99.025277	0.324292	171.554214	11.902597	2.601646	75.806559	206.416027	1.399891	1.875599	0.100592	303.833008	20.007248	37.203673
1	91.367313	70.681899	53.191399	8.140633	0.414205	34.597257	87.946417	0.054929	85.187116	8.006745	0.390566	42.369276	253.569574	6.674412	1.348741	0.136957	186.411684	44.536711	22.837229
2	94.039942	30.093590	71.369955	4.530921	0.328196	10.924662	17.760377	0.113119	54.448177	7.781216	0.937399	31.744786	389.980746	7.858211	1.336517	0.138112	168.420731	26.292170	20.892105
3	112.688600	30.564085	61.257439	3.706023	0.692839	21.054749	55.037174	0.245137	57.181760	8.226120	1.973268	51.196682	256.174645	7.097728	1.326251	0.190329	178.923865	13.432311	25.128272
4	86.050213	30.242473	75.963320	1.806273	0.384703	83.421886	71.512437	0.144952	48.509025	9.695486	1.117292	37.325052	238.572767	9.015714	1.721486	0.076843	216.615177	23.689300	24.901428
5	192.069988	97.581195	197.378923	2.592809	1.961769	120.751623	58.455365	0.087589	120.586600	35.853147	0.754167	142.718378	193.363034	21.335305	6.382364	0.652346	58.288896	64.448681	93.324245
6	27.757010	6.637128	17.188437	7.144262	1.208892	197.237818	82.261748	0.292321	149.906770	21.796423	2.232918	120.285912	66.873006	2.110440	3.563913	0.113185	357.537147	10.642549	64.394320
7	70.581004	11.409401	49.846426	6.839167	0.106852	186.391625	21.512162	0.156483	107.223791	1.762550	1.318604	15.007775	247.380454	7.062444	0.431665	0.070617	240.297649	15.515805	2.702571
8	59.644695	11.609861	23.724742	2.851916	1.672488	260.583171	9.388965	0.066007	191.239560	23.234778	0.539381	120.850583	70.507455	3.544209	3.871127	0.348530	408.665176	15.304698	66.930982
9	92.757184	31.418570	9.998511	2.119944	1.015154	82.956994	46.991971	0.156555	151.137123	16.945780	1.259536	107.554523	115.831168	2.458406	2.665973	0.164024	217.453076	19.089455	52.958599

Last rows

	att28	att40	att27	att44	att25	att37	att13	att20	att5	att26	att9	att4	att7	att41	att34	att14	att18	att45	att16	target
1990	180.771650	243.805762	36.048338	7.589092	0.336336	51.077151	112.987743	0.190508	101.112869	3.613068	1.465321	23.018607	95.877472	4.071178	0.605709	0.115961	117.013965	186.406123	10.828827	9
1991	137.806050	118.521790	63.075920	14.641223	1.239357	203.056511	279.855546	0.489451	91.726771	17.711248	3.714411	94.883818	72.708665	6.214665	2.945997	0.382073	87.368294	111.946869	51.418937	9
1992	114.630338	216.840384	55.652904	3.083184	0.254960	61.500017	57.234195	0.146287	6.783482	5.872039	1.190206	35.336860	76.284483	5.793740	0.933894	0.055534	114.628189	160.055571	18.000777	9
1993	164.537953	140.061323	31.068048	6.274344	0.632852	39.680506	102.268259	0.068556	132.498166	5.345143	0.578044	38.737913	218.990325	5.121689	0.802665	0.206913	308.747915	94.691263	17.738102	9
1994	131.139056	264.354480	98.766694	10.841645	1.334416	40.436076	71.636866	0.150842	204.764104	24.042785	0.977226	133.118858	42.408282	8.450120	3.937718	0.241640	137.579702	203.404768	70.987661	9
1995	117.619304	229.878330	52.039457	8.672527	0.189847	62.841184	24.513053	0.025583	136.863862	6.315254	0.175661	20.072573	83.535937	6.376995	1.140391	0.011154	208.440440	152.791625	15.537376	9
1996	225.396554	224.796064	59.125821	1.389084	0.322888	3.504044	142.111881	0.128676	63.651474	8.689829	1.002008	36.255929	107.002051	7.282318	1.498226	0.047798	110.037593	161.716981	23.340222	9
1997	111.954510	122.971707	59.151282	4.643621	0.340579	98.027607	164.802443	0.222732	71.338044	8.166205	1.860790	47.772260	76.972270	6.250161	1.317520	0.087639	205.344730	101.472040	24.615994	9
1998	155.791308	175.418772	24.943552	16.109266	0.064075	138.955734	9.372944	0.148524	81.659420	0.599025	1.212122	11.191213	38.144435	3.563793	0.126547	0.023670	236.350320	126.684436	2.793636	9
1999	146.840186	182.716876	40.823732	3.125481	0.367113	112.325111	153.388420	0.345460	51.188137	6.298162	2.780354	40.587122	124.939282	5.031251	0.979591	0.093441	25.574631	160.045243	19.894808	9

Most frequent

	att28	att40	att27	att44	att25	att37	att13	att20	att5	att26	att9	att4	att7	att41	att34	att14	att18	att45	att16	target	count
0	96.412628	99.277215	88.844803	4.465421	0.701503	151.512430	245.542373	0.177092	75.918792	14.564217	1.439767	79.643407	55.515769	8.511605	2.374833	0.194852	139.847046	93.099761	43.001618	6	2
1	146.840156	182.716896	40.823724	3.125474	0.367112	112.325117	153.388427	0.345460	51.188085	6.298156	2.780355	40.587063	124.939210	5.031251	0.979590	0.093441	25.574703	160.045228	19.894783	6	2
2	146.840186	182.716876	40.823732	3.125481	0.367113	112.325111	153.388420	0.345460	51.188137	6.298162	2.780354	40.587122	124.939282	5.031251	0.979591	0.093441	25.574631	160.045243	19.894808	9	2
3	179.073075	84.091260	60.015793	6.283034	1.344025	36.307726	279.029828	0.378662	96.985573	18.216678	2.976170	72.932386	0.258053	5.031491	3.252839	0.028214	126.587591	48.479657	47.329918	3	2
4	230.494801	48.560916	54.829161	3.230904	1.405340	1.378166	237.270375	0.404221	74.247756	19.421955	2.920517	95.241559	11.587915	6.954408	3.312714	0.301748	289.763078	26.042880	54.357863	5	2
5	302.475835	70.407720	135.845118	12.854732	2.234545	45.270754	115.916713	0.321661	197.306336	32.958339	2.287493	146.651174	309.876555	12.270304	5.736142	0.347859	185.644138	95.379602	89.093905	7	2

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent